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diff --git a/communicate.Rmd b/communicate.Rmd
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-layout: default
-title: Communicate your work
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 # Communicate your work
 
 Reproducible, literate code is the data science equivalent of the Scientific Report (i.e, Intro, Methods and materials, Results, Discussion).
diff --git a/contribute.rmd b/contribute.rmd
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-title: Contributing
-layout: default
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 # Contributing
 
 This book has been developed in the open, and it wouldn't be nearly as good 

diff --git a/data-structures.Rmd b/data-structures.Rmd
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-layout: default
-title: Data structures
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 # Data structures
 
 Might be quite brief.

diff --git a/databases.Rmd b/databases.Rmd
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-layout: default
-title: Databases
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 # Databases
 
 ### Two-table verbs

diff --git a/datetimes.Rmd b/datetimes.Rmd
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-layout: default
-title: Dates and times
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 # Dates and times
 
-
 If you have trouble remembering these abbreviations, check out the [strptimer package](https://cran.r-project.org/web/packages/strptimer/vignettes/strptimer.html).
diff --git a/functions.Rmd b/functions.Rmd
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-layout: default
-title: Expressing yourself in code
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 # Expressing yourself in code
 
 ```{r, include = FALSE}

diff --git a/import.Rmd b/import.Rmd
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-layout: default
-title: Data import
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 # Data import
 
 ```{r, include = FALSE}

diff --git a/index.rmd b/index.rmd
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 ---
-layout: default
-title: Welcome
-
 knit: "bookdown::render_book"
 output:
   bookdown::html_chapters:

diff --git a/intro.Rmd b/intro.Rmd
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-title: Introduction
-layout: default
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 # Introduction
 
 ```{r setup-intro, include = FALSE}

diff --git a/lists.Rmd b/lists.Rmd
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-layout: default
-title: Lists
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 # Lists
 
 ```{r setup-lists, include=FALSE}

diff --git a/model-assess.Rmd b/model-assess.Rmd
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-layout: default
-title: Model assessment
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 # Model assessment
 
 ```{r setup-model, include=FALSE}

diff --git a/model-vis.Rmd b/model-vis.Rmd
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-layout: default
-title: Model visualisation
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 # Model visualisation
 
 Gap minder
diff --git a/model.Rmd b/model.Rmd
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-layout: default
-title: Model
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 # Model
 
 A model is a function that summarizes how the values of one variable vary in response to the values of other variables. Models play a large role in hypothesis testing and prediction, but for the moment you should think of models just like you think of statistics. A statistic summarizes a *distribution* in a way that is easy to understand; and a model summarizes *covariation* in a way that is easy to understand. In other words, a model is just another way to describe data.

diff --git a/program.Rmd b/program.Rmd
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-layout: default
-title: Save time by programming
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 # Programming
 
 Computer-human communication matters.
diff --git a/relational-data.Rmd b/relational-data.Rmd
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-layout: default
-title: Relational data
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 # Relational data {#relation-data}
 
 ```{r setup-relation, include = FALSE}

diff --git a/rmarkdown.Rmd b/rmarkdown.Rmd
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-layout: default
-title: R Markdown
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 # R Markdown
 
 Recommendations for learning more about communication:

diff --git a/robust-code.Rmd b/robust-code.Rmd
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-layout: default
-title: Robust code
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-
 ```{r, include = FALSE}
 library(magrittr)
 ```

diff --git a/science.Rmd b/science.Rmd
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-layout: default
-title: Do science with data
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 # Do science with data
 
 The scientific method guides data science. Data science solves known problems with the scientific method.
diff --git a/shiny.Rmd b/shiny.Rmd
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-layout: default
-title: Shiny
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 # Shiny
diff --git a/strings.Rmd b/strings.Rmd
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-layout: default
-title: Strings
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 # Strings
 
 ```{r setup-strings, include = FALSE}

diff --git a/tidy.Rmd b/tidy.Rmd
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-layout: default
-title: Tidy data
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 # Tidy data
 
 > "Tidy datasets are all alike but every messy dataset is messy in its

diff --git a/transform.Rmd b/transform.Rmd
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-layout: default
-title: Transform
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 # Data transformation {#transform}
 
 ```{r setup-transform, include = FALSE}

diff --git a/understand.Rmd b/understand.Rmd
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-layout: default
-title: Understand your data
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 # Understand your data
 
 Data poses a cognitive problem; Data comprehension is a skill.
diff --git a/variation.Rmd b/variation.Rmd
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-layout: default
-title: Variation
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 # Variation
 
 ```{r, include = FALSE}

diff --git a/visualize.Rmd b/visualize.Rmd
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-layout: default
-title: Visualize
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 # Data visualisation
 
 ```{r setup-visualise, include = FALSE}

diff --git a/work.Rmd b/work.Rmd
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-layout: default
-title: Work with your data
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 # Work with your data
 
 With data, the relationships between values matter as much as the values themselves. Tidy data encodes those relationships.